SOTAVerified

Fact Verification

Fact verification, also called "fact checking", is a process of verifying facts in natural text against a database of facts.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 121–130 of 216 papers

TitleStatusHype
ReAct: Synergizing Reasoning and Acting in Language ModelsCode4
SISER: Semantic-Infused Selective Graph Reasoning for Fact Verification—0
GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification—0
Table-based Fact Verification with Self-labeled Keypoint Alignment—0
Fact-Saboteurs: A Taxonomy of Evidence Manipulation Attacks against Fact-Verification SystemsCode0
Re2G: Retrieve, Rerank, GenerateCode1
Dual-Channel Evidence Fusion for Fact Verification over Texts and Tables—0
Automatic True/False Question Generation for Educational Purpose—0
GPTs at Factify 2022: Prompt Aided Fact-Verification—0
Approximate Conditional Coverage & Calibration via Neural Model Approximations—0
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All datasetsKILT: FEVERFEVERDanFEVER

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC78.53—Unverified
2intersectKILT-AC71.28—Unverified
3WikipediaKILT-AC65.68—Unverified
4KGIKILT-AC64.41—Unverified
5Multitask DPR + BARTKILT-AC63.94—Unverified
6BERT + DPRKILT-AC58.58—Unverified
7RAGKILT-AC53.45—Unverified
8BART + DPRKILT-AC47.68—Unverified
9NSMNKILT-AC41.88—Unverified
10ElefPavKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1ProoFVer-SBAccuracy79.47—Unverified
2DREAMAccuracy76.85—Unverified
3RoBERTa-Base Joint MSPP FlexibleAccuracy75.36—Unverified
4RoBERTa-Base Joint MSPPAccuracy74.39—Unverified
5KGATAccuracy74.1—Unverified
6RAGAccuracy72.5—Unverified
7GEARAccuracy71.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DanFEVER XLM-RoBERTa LargeF10.9—Unverified